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Deep learning generalizes because the parameter-function map is biased
  towards simple functions

Deep learning generalizes because the parameter-function map is biased towards simple functions

22 May 2018
Guillermo Valle Pérez
Chico Q. Camargo
A. Louis
    MLT
    AI4CE
ArXivPDFHTML

Papers citing "Deep learning generalizes because the parameter-function map is biased towards simple functions"

4 / 54 papers shown
Title
Do Deep Nets Really Need to be Deep?
Do Deep Nets Really Need to be Deep?
Lei Jimmy Ba
R. Caruana
151
2,114
0
21 Dec 2013
Improving neural networks by preventing co-adaptation of feature
  detectors
Improving neural networks by preventing co-adaptation of feature detectors
Geoffrey E. Hinton
Nitish Srivastava
A. Krizhevsky
Ilya Sutskever
Ruslan Salakhutdinov
VLM
387
7,650
0
03 Jul 2012
No Free Lunch versus Occam's Razor in Supervised Learning
No Free Lunch versus Occam's Razor in Supervised Learning
Tor Lattimore
Marcus Hutter
UQCV
FedML
55
44
0
16 Nov 2011
Robustness and Generalization
Robustness and Generalization
Huan Xu
Shie Mannor
OOD
162
459
0
13 May 2010
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